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A practical guide to make AI reliable for Bash: force JSON-only outputs parseable with jq, supply OS/package-manager context, add dry-run/confirmation runners, use few-shot anchors, and log history for reproducibility. Includes setup for curl/jq/fzf, reusable helpers (detect_pm, ai, ai_do), and cross-distro examples that yield safe, deterministic one-liners.